{"id":22782,"date":"2026-10-05T15:25:31","date_gmt":"2026-10-05T13:25:31","guid":{"rendered":"https:\/\/suadeo.fr\/2026\/10\/05\/suadeos-new-semantic-layer-governed-ai-reliable-answers\/"},"modified":"2026-10-05T18:00:21","modified_gmt":"2026-10-05T16:00:21","slug":"suadeos-new-semantic-layer-governed-ai-reliable-answers","status":"publish","type":"post","link":"https:\/\/suadeo.fr\/en\/2026\/10\/05\/suadeos-new-semantic-layer-governed-ai-reliable-answers\/","title":{"rendered":"Suadeo\u2019s new Semantic Layer: governed AI, reliable answers"},"content":{"rendered":"\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>As the semantic layer emerges as the new foundation of modern data architectures, Suadeo\u2019s approach stands out for its ability to make enterprise AI more reliable when working with corporate data. Directly integrated into the data platform\u2019s core engine, this new semantic layer ensures a single definition of data and secures its use by both users and integrated AI agents.<br\/><\/strong> <\/p>\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p class=\"wp-block-paragraph\">The rise of <strong>generative artificial intelligence<\/strong> in the enterprise has opened a new chapter in data exploitation. Yet while users can now query their data using natural language, AI models still regularly produce <strong>incorrect<\/strong> <strong>but credible answers because they lack an understanding of the business meaning of data<\/strong>.<\/p>\n\n<p class=\"wp-block-paragraph\">Against this backdrop, <strong>the semantic layer is emerging as the new foundation of modern data architectures<\/strong>.<\/p>\n\n<p class=\"wp-block-paragraph\">Once seen primarily as a technical component of Business Intelligence, it has now become a strategic layer for ensuring the <strong>reliability<\/strong> of enterprise AI use cases.<\/p>\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">One single business definition for every use case<\/h2>\n\n<p class=\"wp-block-paragraph\">With Suadeo Self Data Services\u00ae, the semantic layer is <strong>integrated directly into the core of the governance engine<\/strong>. AI assistants therefore no longer rely on a free-form interpretation of data, but on an enterprise-governed model in which <strong>the meaning of data is defined once, upstream<\/strong>, for all applications.<\/p>\n\n<p class=\"wp-block-paragraph\">Business definitions are then automatically reused across the enterprise: dashboards, analytics, APIs, business applications and AI assistants. Unlike approaches where each AI assistant builds its own understanding of the data, Suadeo Self Data Services\u00ae relies on <strong>a single business reference model shared<\/strong> across the entire platform.<\/p>\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">From Text-to-SQL to Text-to-Semantic Layer<\/h2>\n\n<p class=\"wp-block-paragraph\">With this new semantic layer, <strong>Suadeo moves from \u201ctext-to-SQL\u201d to \u201ctext-to-semantic layer\u201d,<\/strong> a significant innovation compared with current market approaches. AI-generated answers are aligned with the business meaning of the data rather than its technical structure alone.<\/p>\n\n<p class=\"wp-block-paragraph\">In practical terms, the AI no longer writes the queries itself: <strong>it selects elements from the semantic model, while Suadeo\u2019s governance engine automatically generates and executes the query<\/strong>. For every user request, it automatically applies<strong> business definitions, calculation rules, joins, analytical contexts, security policies, sensitive-data masking and access rights<\/strong> according to the user\u2019s profile. The resulting answers therefore remain consistent, secure and compliant with the organization\u2019s governance rules, regardless of the entry point used.<\/p>\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">A platform that brings together what the market keeps fragmented<\/h2>\n\n<p class=\"wp-block-paragraph\">Where most data platforms combine several specialized solutions, Suadeo takes a different approach with <strong>a single engine that natively brings together the entire data lifecycle<\/strong>: connectors, virtualization layer, ETL, sovereign lakehouse, semantic layer, data model, a data catalog compliant with the European DCAT standard, governance, data quality, security, dashboards, reporting, GIS, APIs, and an integrated studio for building data-driven business applications.<\/p>\n\n<p class=\"wp-block-paragraph\">Each of these software components is equipped with<strong> a dedicated AI agent <\/strong>to assist users and is connected to an administration and audit console integrated into the platform. This <strong>native, cross-functional architecture <\/strong>eliminates silos, technology stacks and dependencies, while also ensuring that all services rely on the same business reference model.<\/p>\n\n<p class=\"wp-block-paragraph\">This approach positions Suadeo Self Data Services\u00ae among the most comprehensive semantic layers on the market, with two major differentiators: cross-platform integration bringing the entire data chain together within a single engine, and sovereign artificial intelligence directly integrated into the governance engine.<\/p>\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><em>For years, organizations focused on storing and visualizing their data. With the rise of artificial intelligence, the challenge has fundamentally changed. It is no longer enough to govern data; organizations must also govern its interpretation. As long as there is no single business definition, each AI assistant builds its own understanding of the data. Suadeo Self Data Services\u00ae ensures, instead, that every use case relies on the same business definition.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mohamed Bendjebbour, Head of Research &amp; Development, Suadeo<\/p>\n<\/blockquote>\n\n<div style=\"height:18px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">A new step in Suadeo\u2019s AI strategy<\/h2>\n\n<p class=\"wp-block-paragraph\">With this new semantic layer, Suadeo continues to develop its Suadeo Self Data Services\u00ae platform to provide organizations with a unified environment capable of governing, exploiting and unlocking the value of their data within a sovereign framework. <\/p>\n\n<p class=\"wp-block-paragraph\">The semantic layer now forms the foundation of the platform\u2019s artificial intelligence capabilities, paving the way for new use cases, from conversational analytics to business-specific AI agents. <\/p>\n\n<div style=\"height:34px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-white-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/suadeo.fr\/en\/sds-platform\/data-model-self-analytics\/\" style=\"background-color:#2fb2ab\">More about <strong>Suadeo Data Model<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-white-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/suadeo.fr\/en\/sds-platform\/artificial-intelligence-self-data-analytics\/\" style=\"background-color:#003e66\">More about <strong>Suadeo IA<\/strong><\/a><\/div>\n<\/div>\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As the semantic layer emerges as the new foundation of modern data architectures, Suadeo\u2019s approach stands out for its ability to make enterprise AI more reliable when working with corporate data. Directly integrated into the data platform\u2019s core engine, this new semantic layer ensures a single definition of data and secures its use by both [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":22783,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"off","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[33],"tags":[246,1252,1202,277,116,1340,608,1315,145,1182,1314,75,377,1341,1342],"class_list":["post-22782","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-event","tag-ai-en","tag-ai-agent","tag-ai-agentique","tag-artificial-intelligence","tag-business-intelligence-en","tag-data-analytices-services","tag-data-platform","tag-hallucination","tag-innovation-en","tag-self-data-services-en","tag-semantic-layer","tag-suadeo-en","tag-suadeo-self-data-services-en","tag-text-to-semantic-layer-2","tag-text-to-sql-2"],"meta_box":[],"_links":{"self":[{"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/posts\/22782","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/comments?post=22782"}],"version-history":[{"count":2,"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/posts\/22782\/revisions"}],"predecessor-version":[{"id":22801,"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/posts\/22782\/revisions\/22801"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/media\/22783"}],"wp:attachment":[{"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/media?parent=22782"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/categories?post=22782"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/suadeo.fr\/en\/wp-json\/wp\/v2\/tags?post=22782"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}